Support Vector Machines

(1) Explanation of Support Vector Machines (SVM) for Regression:

(2) Tutorial for optimizing an SVM:

Support Vector Regression with R - SVM TutorialSVM Tutorial

For a more in depth introduction into Support Vector Machines check out the following video, which explains them based on classification tasks: